On the Necessity of Multi-Domain Explanation: An Uncertainty Principle Approach for Deep Time Series Models

Shahbaz Rezaei, Avishai Halev, Xin Liu

A prevailing approach to explain time series models is to generate attribution in time domain. A recent development in time series XAI is the concept of explanation spaces, where a…